{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 爬虫原理与技术"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一.爬虫实现原理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.通用爬虫工作原理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通用爬虫是一个自动提取网页程序的程序,它为搜索引擎从Internet上下载网页,<b>是搜索引擎的重要组成部分</b>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通用爬虫从一个或若干初始网页的URL开始,获得初始网页上的URL,在爬取网页的过程中,不断从当前页面上抽取新的URL放入队列,直到满足系统的停止条件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "\n",
    "Image(filename=\"./data/2_1.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "搜索引擎是通用爬虫的最重要应用领域.介绍搜索引擎的主要工作流程：\n",
    "1. 爬取网页\n",
    "2. 数据存储\n",
    "3. 预处理\n",
    "4. 提供检索服务,网站排名"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.聚焦爬虫工作原理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "聚焦爬虫需要根据一定的网页分析算法过滤与主题无关的链接,保留有用的链接,并将其放入等待爬取的URL队列.然后它将根据一定的搜索策略从队列中选择下一步要爬取的网页URL,并重复上述过程,直到达到系统的某一条件时停止"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"./data/2_2.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "相对于通用网络爬虫,聚焦爬虫需要解决3个重要问题：\n",
    "1. 对爬取目标的描述或定义\n",
    "2. 对网页或数据的分析与过滤\n",
    "3. 对URL的搜索策略"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二.通用爬虫相关网站文件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过网站本身提供的<b>robots.txt</b>和<b>sitemap.xml</b>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.robots.txt文件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "网站通过一个符合Robots协议的<b>robots.txt</b>文件来告诉搜索引擎哪些页面可以爬取,那些页面不能爬取.<b>robots.txt</b>文件是搜索引擎访问网站时要查看的第一个文件.一般情况下,该文件一一行或多行`User-agent`记录开始,后面再跟若干行`Disallow`记录.实例如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "User-agent:  Baiduspider\n",
      "Allow:  /article\n",
      "Allow:  /oshtml\n",
      "Allow:  /ershou\n",
      "Allow: /$\n",
      "Disallow:  /product/\n",
      "Disallow:  /\n",
      "\n",
      "User-Agent:  Googlebot\n",
      "Allow:  /article\n",
      "Allow:  /oshtml\n",
      "Allow:  /product\n",
      "Allow:  /spu\n",
      "Allow:  /dianpu\n",
      "Allow:  /oversea\n",
      "Allow:  /list\n",
      "Allow:  /ershou\n",
      "Allow: /$\n",
      "Disallow:  /\n",
      "\n",
      "User-agent:  Bingbot\n",
      "Allow:  /article\n",
      "Allow:  /oshtml\n",
      "Allow:  /product\n",
      "Allow:  /spu\n",
      "Allow:  /dianpu\n",
      "Allow:  /oversea\n",
      "Allow:  /list\n",
      "Allow:  /ershou\n",
      "Allow: /$\n",
      "Disallow:  /\n",
      "\n",
      "User-Agent:  360Spider\n",
      "Allow:  /article\n",
      "Allow:  /oshtml\n",
      "Allow:  /ershou\n",
      "Disallow:  /\n",
      "\n",
      "User-Agent:  Yisouspider\n",
      "Allow:  /article\n",
      "Allow:  /oshtml\n",
      "Allow:  /ershou\n",
      "Disallow:  /\n",
      "\n",
      "User-Agent:  Sogouspider\n",
      "Allow:  /article\n",
      "Allow:  /oshtml\n",
      "Allow:  /product\n",
      "Allow:  /ershou\n",
      "Disallow:  /\n",
      "\n",
      "User-Agent:  Yahoo!  Slurp\n",
      "Allow:  /product\n",
      "Allow:  /spu\n",
      "Allow:  /dianpu\n",
      "Allow:  /oversea\n",
      "Allow:  /list\n",
      "Allow:  /ershou\n",
      "Allow: /$\n",
      "Disallow:  /\n",
      "\n",
      "User-Agent:  *\n",
      "Disallow:  /\n"
     ]
    }
   ],
   "source": [
    "import urllib.request\n",
    "\n",
    "response=urllib.request.urlopen(\"https://www.taobao.com/robots.txt\")\n",
    "\n",
    "robots=response.read().decode(\"utf-8\")\n",
    "\n",
    "print(robots)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- User-agent：该项的值用于描述搜索引擎robot的名字.在`robots.txt`文件中,至少要有一条`User-agent`记录.如果有多条`User-agent`记录,则说明有多个robot会受到该协议的限制.若该项的值设为\"*\",则该协议对任何搜索引擎均有效,且这样的记录只能有一条\n",
    "\n",
    "- Disallow：该项的值用于描述不希望被访问到的一个URL,这个URL可以是一条完整的路径,也可以是部分路径.任何一条`Disallow`记录为空,都说明该网站的所有部分都允许被访问.在`robots.txt`文件中,至少要有一条Disallow记录\n",
    "\n",
    "- Allow：该项的值用于描述希望被访问的一组URL"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>注意</b>：`robots.txt`文件必须放置在一个站点的根目录下,而且文件名必须全部小写"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.sitemap.xml文件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "为了方便网站管理员通知爬虫遍历和更新网站的内容,而无须爬取每个网页,网站提供了`sitemap.xml`文件(网站地图)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 三.防爬虫应对策略"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.设置User-Agent"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`User-Agent`表示用户代理,是HTTP协议中的一个字段,其作用是描述发出HTTP请求的终端信息,如操作系统及版本,浏览器及版本等,服务器通过这个字段可以知道访问网站的用户"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 11,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"./data/2_3.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.使用代理IP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "所谓代理IP就是介于用户和网站之间的第三者,即用户先将请求发送给代理IP,之后代理IP再发送到服务器,这时服务器会将代理IP视为爬虫IP,同时用多个代理IP,可以降低单个IP地址的访问量,就能防止爬虫爬取数据的概率"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.降低访问频率"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "python中提供`time`模块,使程序执行完,暂时休息若干秒,调用函数`sleep()`即可"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.验证码限制"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
